{"id":"W4283207641","doi":"10.3390/jcs6060180","title":"Investigation of a Non-Equilibrium Energy Model for Resin Transfer Molding Simulations","year":2022,"lang":"en","type":"article","venue":"Journal of Composites Science","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transfer molding; Heat transfer; Automotive industry; Thermal; Mold; Materials science; Molding (decorative); Work (physics); Weighting; Infiltration (HVAC); Process engineering; Computer science; Mechanical engineering; Mechanics; Composite material; Thermodynamics; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003557279,0.00006388231,0.0001298658,0.0002173978,0.0001409343,0.00003357625,0.000354237,0.0000130226,0.000005412746],"category_scores_gemma":[0.00003819495,0.00006535745,0.00004987037,0.0005427816,0.00009501594,0.0004633311,0.00003213152,0.00009331752,4.025883e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008304115,"about_ca_system_score_gemma":0.0001483433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001495357,"about_ca_topic_score_gemma":0.000001177236,"domain_scores_codex":[0.9990004,0.000009908062,0.000323139,0.00007465281,0.000456548,0.0001352994],"domain_scores_gemma":[0.9994498,0.0001345477,0.00007496779,0.000087344,0.0001906656,0.00006261366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000779843,0.000003870078,0.0002095041,0.00002419826,0.000003170998,2.968644e-7,0.0003510024,0.5258442,0.4733714,0.0001061802,0.00002385161,0.00005463666],"study_design_scores_gemma":[0.0001247465,0.00005678006,0.0001956856,0.0000257786,0.000009155851,0.0000125452,0.00001630591,0.6660201,0.3325796,0.0008962082,0.00001781694,0.00004531621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673692,0.0001530272,0.2321876,0.0000531552,0.0001058539,0.00003788821,0.00000913143,0.00001211547,0.00007200942],"genre_scores_gemma":[0.9833755,0.000003993438,0.01654128,0.00002091062,0.00002888707,0.000002891197,5.998283e-7,0.00001071863,0.00001522951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2160063,"threshold_uncertainty_score":0.26652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598858385207134,"score_gpt":0.2527951587418729,"score_spread":0.2268065748898015,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}